Pandas Profiling Report

Dataset statistics

Number of variables	15
Number of observations	5408
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	633.9 KiB
Average record size in memory	120.0 B

Variable types

Numeric	15

Alerts

`df_index` is highly correlated with `passing_accuracy` and 1 other fields	High correlation
`np_goals_p90` is highly correlated with `goal_conversion_np` and 1 other fields	High correlation
`shooting_accuracy` is highly correlated with `goal_conversion_np`	High correlation
`goal_conversion_np` is highly correlated with `np_goals_p90` and 2 other fields	High correlation
`passing_accuracy` is highly correlated with `df_index`	High correlation
`assists_p90` is highly correlated with `scoring_contribution`	High correlation
`scoring_contribution` is highly correlated with `np_goals_p90` and 2 other fields	High correlation
`tackles_p90` is highly correlated with `df_index`	High correlation
`df_index` is highly correlated with `passing_accuracy`	High correlation
`np_goals_p90` is highly correlated with `goal_conversion_np` and 1 other fields	High correlation
`shooting_accuracy` is highly correlated with `goal_conversion_np`	High correlation
`goal_conversion_np` is highly correlated with `np_goals_p90` and 2 other fields	High correlation
`passing_accuracy` is highly correlated with `df_index`	High correlation
`assists_p90` is highly correlated with `scoring_contribution`	High correlation
`scoring_contribution` is highly correlated with `np_goals_p90` and 2 other fields	High correlation
`np_goals_p90` is highly correlated with `goal_conversion_np` and 1 other fields	High correlation
`goal_conversion_np` is highly correlated with `np_goals_p90` and 1 other fields	High correlation
`scoring_contribution` is highly correlated with `np_goals_p90` and 1 other fields	High correlation
`df_index` is highly correlated with `passing_accuracy`	High correlation
`np_goals_p90` is highly correlated with `shots_p90` and 2 other fields	High correlation
`shots_p90` is highly correlated with `np_goals_p90` and 1 other fields	High correlation
`shooting_accuracy` is highly correlated with `goal_conversion_np`	High correlation
`goal_conversion_np` is highly correlated with `np_goals_p90` and 2 other fields	High correlation
`passing_accuracy` is highly correlated with `df_index`	High correlation
`assists_p90` is highly correlated with `key_passes_p90` and 1 other fields	High correlation
`key_passes_p90` is highly correlated with `assists_p90`	High correlation
`scoring_contribution` is highly correlated with `np_goals_p90` and 3 other fields	High correlation
`df_index` has unique values	Unique
`np_goals_p90` has 788 (14.6%) zeros	Zeros
`shooting_accuracy` has 71 (1.3%) zeros	Zeros
`goal_conversion_np` has 788 (14.6%) zeros	Zeros
`assists_p90` has 1723 (31.9%) zeros	Zeros
`dribbles_success_ratio` has 169 (3.1%) zeros	Zeros
`scoring_contribution` has 450 (8.3%) zeros	Zeros
`tackles_p90` has 1181 (21.8%) zeros	Zeros
`interceptions_p90` has 546 (10.1%) zeros	Zeros
`avg_team_position` has 330 (6.1%) zeros	Zeros

Reproduction

Analysis started	2021-12-08 15:46:49.952209
Analysis finished	2021-12-08 15:47:30.886728
Duration	40.93 seconds
Software version	pandas-profiling v3.1.0
Download configuration	config.json

df_index
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	5408
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14493.02829

Minimum	11
Maximum	28980
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	42.4 KiB

Quantile statistics

Minimum	11
5-th percentile	1462.6
Q1	7331.25
median	14594.5
Q3	21681.75
95-th percentile	27474.5
Maximum	28980
Range	28969
Interquartile range (IQR)	14350.5

Descriptive statistics

Standard deviation	8384.811806
Coefficient of variation (CV)	0.57854105
Kurtosis	-1.200155493
Mean	14493.02829
Median Absolute Deviation (MAD)	7184
Skewness	-0.006764192535
Sum	78378297
Variance	70305069.02
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23243	1	< 0.1%
22672	1	< 0.1%
25922	1	< 0.1%
11583	1	< 0.1%
28293	1	< 0.1%
23869	1	< 0.1%
5436	1	< 0.1%
17722	1	< 0.1%
7481	1	< 0.1%
5432	1	< 0.1%
Other values (5398)	5398	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
11	1	< 0.1%
12	1	< 0.1%
30	1	< 0.1%
31	1	< 0.1%
32	1	< 0.1%
36	1	< 0.1%
49	1	< 0.1%
50	1	< 0.1%
66	1	< 0.1%
67	1	< 0.1%

Value	Count	Frequency (%)
28980	1	< 0.1%
28979	1	< 0.1%
28977	1	< 0.1%
28971	1	< 0.1%
28965	1	< 0.1%
28962	1	< 0.1%
28946	1	< 0.1%
28944	1	< 0.1%
28943	1	< 0.1%
28940	1	< 0.1%

np_goals_p90
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	3206
Distinct (%)	59.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2758666657

Minimum	0
Maximum	1.590106007
Zeros	788
Zeros (%)	14.6%
Negative	0
Negative (%)	0.0%
Memory size	42.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.1337295691
median	0.2516700387
Q3	0.3933351641
95-th percentile	0.649546133
Maximum	1.590106007
Range	1.590106007
Interquartile range (IQR)	0.259605595

Descriptive statistics

Standard deviation	0.2053185059
Coefficient of variation (CV)	0.7442671823
Kurtosis	1.463787821
Mean	0.2758666657
Median Absolute Deviation (MAD)	0.1278417741
Skewness	0.9140052691
Sum	1491.886928
Variance	0.04215568888
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	788	14.6%
0.3543307087	8	0.1%
0.298013245	8	0.1%
0.2479338843	8	0.1%
0.2045454545	7	0.1%
0.2839116719	7	0.1%
0.3020134228	7	0.1%
0.251396648	7	0.1%
0.2261306533	7	0.1%
0.2374670185	7	0.1%
Other values (3196)	4554	84.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	788	14.6%
0.02346193952	1	< 0.1%
0.03401360544	1	< 0.1%
0.03414264036	1	< 0.1%
0.03931847969	1	< 0.1%
0.04137931034	1	< 0.1%
0.04172461752	1	< 0.1%
0.04249291785	1	< 0.1%
0.04281636537	1	< 0.1%
0.04381694255	1	< 0.1%

Value	Count	Frequency (%)
1.590106007	1	< 0.1%
1.273938385	1	< 0.1%
1.256106071	1	< 0.1%
1.235697941	1	< 0.1%
1.22971819	1	< 0.1%
1.205846529	1	< 0.1%
1.184210526	1	< 0.1%
1.168831169	1	< 0.1%
1.135646688	1	< 0.1%
1.131059246	1	< 0.1%

shots_p90
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	4454
Distinct (%)	82.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.26902098

Minimum	0
Maximum	6.989528796
Zeros	6
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	42.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.9953921606
Q1	1.667129801
median	2.186575353
Q3	2.79327548
95-th percentile	3.800205973
Maximum	6.989528796
Range	6.989528796
Interquartile range (IQR)	1.126145679

Descriptive statistics

Standard deviation	0.8676639754
Coefficient of variation (CV)	0.3823957483
Kurtosis	0.8884223626
Mean	2.26902098
Median Absolute Deviation (MAD)	0.5594702772
Skewness	0.6243413246
Sum	12270.86546
Variance	0.7528407742
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	11	0.2%
2.432432432	10	0.2%
1.698113208	8	0.1%
1.666666667	8	0.1%
2.4	8	0.1%
1.636363636	7	0.1%
2.02247191	7	0.1%
2.647058824	7	0.1%
1.914893617	7	0.1%
2.093023256	7	0.1%
Other values (4444)	5328	98.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6	0.1%
0.2	1	< 0.1%
0.2015677492	1	< 0.1%
0.2261306533	1	< 0.1%
0.2393617021	1	< 0.1%
0.2556818182	1	< 0.1%
0.2578796562	1	< 0.1%
0.2960526316	1	< 0.1%
0.3079178886	1	< 0.1%
0.3096330275	1	< 0.1%

Value	Count	Frequency (%)
6.989528796	1	< 0.1%
6.397812714	1	< 0.1%
6.091954023	1	< 0.1%
5.924135366	1	< 0.1%
5.917890521	1	< 0.1%
5.899159664	1	< 0.1%
5.869565217	3	0.1%
5.833333333	1	< 0.1%
5.806451613	1	< 0.1%
5.731132075	1	< 0.1%

shooting_accuracy
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	829
Distinct (%)	15.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4150445686

Minimum	0
Maximum	1
Zeros	71
Zeros (%)	1.3%
Negative	0
Negative (%)	0.0%
Memory size	42.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.2
Q1	0.3333333333
median	0.4126984127
Q3	0.5
95-th percentile	0.6428571429
Maximum	1
Range	1
Interquartile range (IQR)	0.1666666667

Descriptive statistics

Standard deviation	0.1391235485
Coefficient of variation (CV)	0.3352014676
Kurtosis	1.345089194
Mean	0.4150445686
Median Absolute Deviation (MAD)	0.08597156811
Skewness	0.1054956914
Sum	2244.561027
Variance	0.01935536175
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5	338	6.2%
0.3333333333	234	4.3%
0.4	146	2.7%
0.375	104	1.9%
0.4285714286	103	1.9%
0.25	102	1.9%
0.2857142857	84	1.6%
0.6666666667	79	1.5%
0.4444444444	75	1.4%
0	71	1.3%
Other values (819)	4072	75.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	71	1.3%
0.05882352941	3	0.1%
0.06666666667	1	< 0.1%
0.07692307692	4	0.1%
0.08333333333	5	0.1%
0.09090909091	6	0.1%
0.1	11	0.2%
0.1111111111	15	0.3%
0.1153846154	1	< 0.1%
0.1176470588	1	< 0.1%

Value	Count	Frequency (%)
1	18	0.3%
0.8888888889	1	< 0.1%
0.8571428571	2	< 0.1%
0.8333333333	6	0.1%
0.8235294118	2	< 0.1%
0.8181818182	1	< 0.1%
0.8	12	0.2%
0.7857142857	3	0.1%
0.7777777778	5	0.1%
0.7727272727	1	< 0.1%

goal_conversion_np
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	638
Distinct (%)	11.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1220080723

Minimum	0
Maximum	0.6666666667
Zeros	788
Zeros (%)	14.6%
Negative	0
Negative (%)	0.0%
Memory size	42.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.06378143133
median	0.1153846154
Q3	0.1692307692
95-th percentile	0.2727272727
Maximum	0.6666666667
Range	0.6666666667
Interquartile range (IQR)	0.1054493379

Descriptive statistics

Standard deviation	0.08685916013
Coefficient of variation (CV)	0.7119132243
Kurtosis	1.792484474
Mean	0.1220080723
Median Absolute Deviation (MAD)	0.05286214953
Skewness	0.8688464478
Sum	659.8196549
Variance	0.007544513698
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	788	14.6%
0.1666666667	155	2.9%
0.125	153	2.8%
0.1111111111	136	2.5%
0.2	135	2.5%
0.1428571429	132	2.4%
0.1	124	2.3%
0.08333333333	107	2.0%
0.25	100	1.8%
0.09090909091	100	1.8%
Other values (628)	3478	64.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	788	14.6%
0.01612903226	2	< 0.1%
0.01851851852	1	< 0.1%
0.01886792453	1	< 0.1%
0.01960784314	1	< 0.1%
0.02	1	< 0.1%
0.02040816327	3	0.1%
0.02127659574	2	< 0.1%
0.02173913043	1	< 0.1%
0.02222222222	1	< 0.1%

Value	Count	Frequency (%)
0.6666666667	2	< 0.1%
0.625	1	< 0.1%
0.5714285714	1	< 0.1%
0.5333333333	1	< 0.1%
0.5	12	0.2%
0.4666666667	1	< 0.1%
0.4615384615	1	< 0.1%
0.4545454545	1	< 0.1%
0.4444444444	1	< 0.1%
0.4375	3	0.1%

passing_accuracy
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	5342
Distinct (%)	98.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.5149557717

Minimum	0
Maximum	0.9076331361
Zeros	5
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	42.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.02091753877
Q1	0.09119391026
median	0.6651405362
Q3	0.7351512605
95-th percentile	0.8057748401
Maximum	0.9076331361
Range	0.9076331361
Interquartile range (IQR)	0.6439573502

Descriptive statistics

Standard deviation	0.3020706313
Coefficient of variation (CV)	0.5865952921
Kurtosis	-1.083853631
Mean	0.5149557717
Median Absolute Deviation (MAD)	0.09067855825
Skewness	-0.840052697
Sum	2784.880813
Variance	0.09124666628
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5	0.1%
0.73	4	0.1%
0.01	3	0.1%
0.75	3	0.1%
0.02	3	0.1%
0.725	3	0.1%
0.62	3	0.1%
0.03444444444	2	< 0.1%
0.674	2	< 0.1%
0.667654321	2	< 0.1%
Other values (5332)	5378	99.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5	0.1%
0.01	3	0.1%
0.01069444444	1	< 0.1%
0.01103225806	1	< 0.1%
0.01164658635	1	< 0.1%
0.01165137615	1	< 0.1%
0.01191780822	1	< 0.1%
0.012	1	< 0.1%
0.01204918033	1	< 0.1%
0.01207920792	1	< 0.1%

Value	Count	Frequency (%)
0.9076331361	1	< 0.1%
0.8938636364	1	< 0.1%
0.8872641509	1	< 0.1%
0.8688142292	1	< 0.1%
0.8678853383	1	< 0.1%
0.8662264151	1	< 0.1%
0.8656588072	1	< 0.1%
0.8656430446	1	< 0.1%
0.8655202822	1	< 0.1%
0.8642591156	1	< 0.1%

assists_p90
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	2571
Distinct (%)	47.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1213521475

Minimum	0
Maximum	1.162790698
Zeros	1723
Zeros (%)	31.9%
Negative	0
Negative (%)	0.0%
Memory size	42.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.09795919093
Q3	0.1903251787
95-th percentile	0.3533918872
Maximum	1.162790698
Range	1.162790698
Interquartile range (IQR)	0.1903251787

Descriptive statistics

Standard deviation	0.1260277362
Coefficient of variation (CV)	1.038529097
Kurtosis	3.392562946
Mean	0.1213521475
Median Absolute Deviation (MAD)	0.09795919093
Skewness	1.420375889
Sum	656.2724136
Variance	0.01588299028
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1723	31.9%
0.1923076923	7	0.1%
0.2769230769	7	0.1%
0.1475409836	7	0.1%
0.2601156069	6	0.1%
0.2647058824	6	0.1%
0.1208053691	6	0.1%
0.1601423488	6	0.1%
0.1565217391	6	0.1%
0.2686567164	6	0.1%
Other values (2561)	3628	67.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1723	31.9%
0.02260738508	1	< 0.1%
0.02337662338	1	< 0.1%
0.02346193952	1	< 0.1%
0.02626203677	1	< 0.1%
0.02636976267	1	< 0.1%
0.02705139766	1	< 0.1%
0.02764976959	1	< 0.1%
0.02839116719	1	< 0.1%
0.02849905003	1	< 0.1%

Value	Count	Frequency (%)
1.162790698	1	< 0.1%
0.9677419355	1	< 0.1%
0.8852459016	1	< 0.1%
0.8348794063	1	< 0.1%
0.7929515419	1	< 0.1%
0.7780979827	1	< 0.1%
0.7717041801	1	< 0.1%
0.7714285714	1	< 0.1%
0.7601351351	1	< 0.1%
0.7417582418	1	< 0.1%

key_passes_p90
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	4185
Distinct (%)	77.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.151965157

Minimum	0
Maximum	5.934065934
Zeros	40
Zeros (%)	0.7%
Negative	0
Negative (%)	0.0%
Memory size	42.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.3911464659
Q1	0.7679416387
median	1.058823529
Q3	1.431818182
95-th percentile	2.23476298
Maximum	5.934065934
Range	5.934065934
Interquartile range (IQR)	0.6638765431

Descriptive statistics

Standard deviation	0.5828555368
Coefficient of variation (CV)	0.5059662899
Kurtosis	3.2698623
Mean	1.151965157
Median Absolute Deviation (MAD)	0.3284242272
Skewness	1.243450172
Sum	6229.827571
Variance	0.3397205767
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	40	0.7%
1.764705882	9	0.2%
1.2	9	0.2%
1.125	8	0.1%
1.451612903	7	0.1%
1.304347826	7	0.1%
0.9574468085	7	0.1%
0.9473684211	7	0.1%
1.363636364	7	0.1%
1.153846154	7	0.1%
Other values (4175)	5300	98.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	40	0.7%
0.06554989075	1	< 0.1%
0.08014247551	1	< 0.1%
0.08866995074	1	< 0.1%
0.1089588378	1	< 0.1%
0.1147959184	1	< 0.1%
0.1353383459	1	< 0.1%
0.1417322835	1	< 0.1%
0.1470588235	1	< 0.1%
0.1549053356	1	< 0.1%

Value	Count	Frequency (%)
5.934065934	1	< 0.1%
4.958677686	1	< 0.1%
4.695652174	1	< 0.1%
4.553468762	1	< 0.1%
4.160246533	1	< 0.1%
4.137396694	1	< 0.1%
4.020618557	1	< 0.1%
3.953488372	1	< 0.1%
3.900928793	1	< 0.1%
3.829787234	1	< 0.1%

dribbles_p90
Real number (ℝ_≥0)

Distinct	4649
Distinct (%)	86.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.116164187

Minimum	0
Maximum	10.67114094
Zeros	44
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	42.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.4087890827
Q1	1.069114471
median	1.78807947
Q3	2.868785727
95-th percentile	4.880578101
Maximum	10.67114094
Range	10.67114094
Interquartile range (IQR)	1.799671256

Descriptive statistics

Standard deviation	1.428824018
Coefficient of variation (CV)	0.675195255
Kurtosis	1.94960152
Mean	2.116164187
Median Absolute Deviation (MAD)	0.848298205
Skewness	1.228292358
Sum	11444.21593
Variance	2.041538075
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	44	0.8%
2.647058824	8	0.1%
1.956521739	7	0.1%
2.432432432	6	0.1%
2.195121951	6	0.1%
2.368421053	6	0.1%
1.184210526	6	0.1%
1.875	5	0.1%
1.935483871	5	0.1%
0.8571428571	5	0.1%
Other values (4639)	5310	98.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	44	0.8%
0.04820567756	1	< 0.1%
0.09183673469	1	< 0.1%
0.09588068182	1	< 0.1%
0.09966777409	1	< 0.1%
0.1038062284	1	< 0.1%
0.1051401869	1	< 0.1%
0.106888361	1	< 0.1%
0.1094890511	1	< 0.1%
0.1095556908	1	< 0.1%

Value	Count	Frequency (%)
10.67114094	1	< 0.1%
9.415384615	1	< 0.1%
9.196832579	1	< 0.1%
9.061886051	1	< 0.1%
8.873239437	1	< 0.1%
8.856858847	1	< 0.1%
8.769968051	1	< 0.1%
8.52367688	1	< 0.1%
8.495778972	1	< 0.1%
8.322704082	1	< 0.1%

dribbles_success_ratio
Real number (ℝ_≥0)

ZEROS

Distinct	903
Distinct (%)	16.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.5007151952

Minimum	0
Maximum	1
Zeros	169
Zeros (%)	3.1%
Negative	0
Negative (%)	0.0%
Memory size	42.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.191875
Q1	0.4101019462
median	0.5
Q3	0.6052631579
95-th percentile	0.7692307692
Maximum	1
Range	1
Interquartile range (IQR)	0.1951612116

Descriptive statistics

Standard deviation	0.1771917557
Coefficient of variation (CV)	0.3538773286
Kurtosis	1.271757877
Mean	0.5007151952
Median Absolute Deviation (MAD)	0.1
Skewness	-0.3223419537
Sum	2707.867776
Variance	0.03139691827
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5	469	8.7%
0.3333333333	174	3.2%
0.6666666667	173	3.2%
0	169	3.1%
0.6	124	2.3%
0.4	112	2.1%
0.4285714286	111	2.1%
1	92	1.7%
0.5714285714	91	1.7%
0.625	82	1.5%
Other values (893)	3811	70.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	169	3.1%
0.05882352941	1	< 0.1%
0.07142857143	1	< 0.1%
0.07692307692	1	< 0.1%
0.08	1	< 0.1%
0.08333333333	2	< 0.1%
0.09090909091	4	0.1%
0.1	5	0.1%
0.1111111111	3	0.1%
0.125	10	0.2%

Value	Count	Frequency (%)
1	92	1.7%
0.9166666667	2	< 0.1%
0.9090909091	2	< 0.1%
0.9	3	0.1%
0.8947368421	1	< 0.1%
0.8888888889	1	< 0.1%
0.875	5	0.1%
0.8571428571	15	0.3%
0.85	1	< 0.1%
0.8461538462	4	0.1%

scoring_contribution
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	3636
Distinct (%)	67.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3972188131

Minimum	0
Maximum	1.777378815
Zeros	450
Zeros (%)	8.3%
Negative	0
Negative (%)	0.0%
Memory size	42.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.2269622855
median	0.3711340206
Q3	0.5357142857
95-th percentile	0.8546618492
Maximum	1.777378815
Range	1.777378815
Interquartile range (IQR)	0.3087520002

Descriptive statistics

Standard deviation	0.2510291796
Coefficient of variation (CV)	0.6319669949
Kurtosis	1.369287861
Mean	0.3972188131
Median Absolute Deviation (MAD)	0.1532163451
Skewness	0.8136578663
Sum	2148.159341
Variance	0.06301564903
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	450	8.3%
0.3260869565	8	0.1%
0.3370786517	8	0.1%
0.251396648	8	0.1%
0.2647058824	7	0.1%
0.5278592375	7	0.1%
0.3781512605	7	0.1%
0.24	7	0.1%
0.2542372881	7	0.1%
0.2045454545	7	0.1%
Other values (3626)	4892	90.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	450	8.3%
0.0454086781	1	< 0.1%
0.04692387904	1	< 0.1%
0.05357142857	1	< 0.1%
0.05481120585	1	< 0.1%
0.05590062112	1	< 0.1%
0.05639097744	1	< 0.1%
0.05739795918	1	< 0.1%
0.05882352941	1	< 0.1%
0.05924950625	1	< 0.1%

Value	Count	Frequency (%)
1.777378815	1	< 0.1%
1.695743196	1	< 0.1%
1.666666667	1	< 0.1%
1.647597254	1	< 0.1%
1.590106007	1	< 0.1%
1.502782931	1	< 0.1%
1.498719044	1	< 0.1%
1.494464945	1	< 0.1%
1.461632156	1	< 0.1%
1.451612903	1	< 0.1%

tackles_p90
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	4226
Distinct (%)	78.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.6110768801

Minimum	0
Maximum	5.189211527
Zeros	1181
Zeros (%)	21.8%
Negative	0
Negative (%)	0.0%
Memory size	42.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.1014866729
median	0.4952806996
Q3	0.9166652769
95-th percentile	1.755945635
Maximum	5.189211527
Range	5.189211527
Interquartile range (IQR)	0.815178604

Descriptive statistics

Standard deviation	0.5943806971
Coefficient of variation (CV)	0.9726774427
Kurtosis	2.824765419
Mean	0.6110768801
Median Absolute Deviation (MAD)	0.4088627725
Skewness	1.366195804
Sum	3304.703768
Variance	0.353288413
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1181	21.8%
0.1485442662	2	< 0.1%
0.3705533597	2	< 0.1%
0.6220572283	1	< 0.1%
0.9863007893	1	< 0.1%
0.6496070619	1	< 0.1%
0.1289215516	1	< 0.1%
1.043453847	1	< 0.1%
0.2724835721	1	< 0.1%
1.365564551	1	< 0.1%
Other values (4216)	4216	78.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1181	21.8%
0.0283861526	1	< 0.1%
0.02890693252	1	< 0.1%
0.03215778754	1	< 0.1%
0.03276420692	1	< 0.1%
0.03307169944	1	< 0.1%
0.03385291286	1	< 0.1%
0.03440945725	1	< 0.1%
0.03565740367	1	< 0.1%
0.03585257421	1	< 0.1%

Value	Count	Frequency (%)
5.189211527	1	< 0.1%
4.284084809	1	< 0.1%
4.225352704	1	< 0.1%
4.051085627	1	< 0.1%
3.711040209	1	< 0.1%
3.692174453	1	< 0.1%
3.465330236	1	< 0.1%
3.410352214	1	< 0.1%
3.320472625	1	< 0.1%
3.251927604	1	< 0.1%

interceptions_p90
Real number (ℝ_≥0)

ZEROS

Distinct	4844
Distinct (%)	89.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3918477149

Minimum	0
Maximum	3.605033531
Zeros	546
Zeros (%)	10.1%
Negative	0
Negative (%)	0.0%
Memory size	42.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.1588938535
median	0.3090475635
Q3	0.544161111
95-th percentile	1.052846014
Maximum	3.605033531
Range	3.605033531
Interquartile range (IQR)	0.3852672575

Descriptive statistics

Standard deviation	0.3425027805
Coefficient of variation (CV)	0.8740711441
Kurtosis	5.296550511
Mean	0.3918477149
Median Absolute Deviation (MAD)	0.1800984715
Skewness	1.744946988
Sum	2119.112442
Variance	0.1173081547
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	546	10.1%
0.09965011737	2	< 0.1%
0.07092422141	2	< 0.1%
0.1875	2	< 0.1%
0.1893620603	2	< 0.1%
0.2803039741	2	< 0.1%
0.3469010176	2	< 0.1%
0.3386514148	2	< 0.1%
0.4535147392	2	< 0.1%
0.1966009874	2	< 0.1%
Other values (4834)	4844	89.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	546	10.1%
0.02210074995	1	< 0.1%
0.02499305748	1	< 0.1%
0.02517482517	1	< 0.1%
0.02725818957	1	< 0.1%
0.0274834336	1	< 0.1%
0.02779630865	1	< 0.1%
0.0303957527	1	< 0.1%
0.03078670288	1	< 0.1%
0.03174558384	1	< 0.1%

Value	Count	Frequency (%)
3.605033531	1	< 0.1%
3.034949386	1	< 0.1%
2.543981578	1	< 0.1%
2.477279172	1	< 0.1%
2.301705033	1	< 0.1%
2.227609959	1	< 0.1%
2.177523816	1	< 0.1%
2.155993746	1	< 0.1%
2.102726357	1	< 0.1%
2.062792923	1	< 0.1%

avg_team_position
Real number (ℝ_≥0)

ZEROS

Distinct	221
Distinct (%)	4.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4146597062

Minimum	0
Maximum	1
Zeros	330
Zeros (%)	6.1%
Negative	0
Negative (%)	0.0%
Memory size	42.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.2105263158
median	0.3703703704
Q3	0.5769230769
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.3663967611

Descriptive statistics

Standard deviation	0.2705362379
Coefficient of variation (CV)	0.6524295318
Kurtosis	-0.43057487
Mean	0.4146597062
Median Absolute Deviation (MAD)	0.1798941799
Skewness	0.5675051129
Sum	2242.479691
Variance	0.07318985604
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	330	6.1%
1	303	5.6%
0.2857142857	182	3.4%
0.5	174	3.2%
0.3333333333	166	3.1%
0.4285714286	129	2.4%
0.6666666667	102	1.9%
0.1428571429	97	1.8%
0.1904761905	75	1.4%
0.3571428571	63	1.2%
Other values (211)	3787	70.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	330	6.1%
0.03703703704	7	0.1%
0.03846153846	10	0.2%
0.04166666667	8	0.1%
0.04347826087	7	0.1%
0.04545454545	8	0.1%
0.04761904762	22	0.4%
0.05	5	0.1%
0.05263157895	4	0.1%
0.05555555556	6	0.1%

Value	Count	Frequency (%)
1	303	5.6%
0.962962963	5	0.1%
0.9615384615	5	0.1%
0.96	8	0.1%
0.9583333333	2	< 0.1%
0.9523809524	24	0.4%
0.95	4	0.1%
0.9444444444	3	0.1%
0.9411764706	6	0.1%
0.9375	9	0.2%

avg_league_cov
Real number (ℝ_≥0)

Distinct	68
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4174555504

Minimum	0.2154786051
Maximum	0.7650138775
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	42.4 KiB

Quantile statistics

Minimum	0.2154786051
5-th percentile	0.3098386677
Q1	0.360566052
median	0.4154162093
Q3	0.4676203588
95-th percentile	0.5228169653
Maximum	0.7650138775
Range	0.5495352724
Interquartile range (IQR)	0.1070543069

Descriptive statistics

Standard deviation	0.08300991535
Coefficient of variation (CV)	0.1988473151
Kurtosis	4.218489885
Mean	0.4174555504
Median Absolute Deviation (MAD)	0.05390112087
Skewness	0.9591620338
Sum	2257.599617
Variance	0.006890646047
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.360566052	123	2.3%
0.4070386632	122	2.3%
0.3311984356	120	2.2%
0.4641257259	102	1.9%
0.7650138775	101	1.9%
0.4768902838	99	1.8%
0.3098386677	98	1.8%
0.4348054998	97	1.8%
0.3790457294	96	1.8%
0.4792782097	96	1.8%
Other values (58)	4354	80.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.2154786051	89	1.6%
0.2298503596	62	1.1%
0.2968340507	66	1.2%
0.3098386677	98	1.8%
0.3112425292	79	1.5%
0.3161129939	64	1.2%
0.3168462558	77	1.4%
0.3240096456	62	1.1%
0.3311984356	120	2.2%
0.3314645394	63	1.2%

Value	Count	Frequency (%)
0.7650138775	101	1.9%
0.5332334539	93	1.7%
0.524150142	75	1.4%
0.5228169653	95	1.8%
0.5131112111	83	1.5%
0.5037560278	77	1.4%
0.5030006431	78	1.4%
0.5028219847	68	1.3%
0.4938370185	76	1.4%
0.4874702008	86	1.6%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	df_index	np_goals_p90	shots_p90	shooting_accuracy	goal_conversion_np	passing_accuracy	assists_p90	key_passes_p90	dribbles_p90	dribbles_success_ratio	scoring_contribution	interceptions_p90	avg_team_position	avg_league_cov
0	11	0.58	2.59	0.59	0.22	0.66	0.29	1.15	0.38	0.50	0.86	0.76	0.96	0.49
1	12	0.35	2.94	0.47	0.12	0.74	0.17	1.04	2.94	0.53	0.52	0.68	0.39	0.35
2	30	0.47	2.58	0.47	0.18	0.78	0.23	1.67	1.59	0.48	0.70	0.50	0.76	0.49
3	31	0.51	3.27	0.46	0.16	0.76	0.07	1.27	1.42	0.49	0.58	0.23	0.50	0.48
4	32	1.01	3.72	0.55	0.27	0.75	0.27	1.22	2.64	0.56	1.28	0.25	1.00	0.49
5	36	0.15	1.24	0.75	0.12	0.77	0.00	1.24	3.10	0.45	0.15	0.64	0.15	0.46
6	49	0.79	3.72	0.49	0.21	0.75	0.23	1.07	0.88	0.63	1.02	0.34	1.00	0.43
7	50	0.42	4.11	0.38	0.10	0.72	0.28	1.63	1.77	0.44	0.71	0.18	0.68	0.49
8	66	0.12	3.04	0.36	0.04	0.68	0.49	3.04	7.17	0.56	0.61	1.56	0.61	0.35
9	67	0.99	5.69	0.43	0.17	0.80	0.29	2.64	6.51	0.61	1.27	0.32	0.96	0.49

Last rows

	df_index	np_goals_p90	shots_p90	shooting_accuracy	goal_conversion_np	passing_accuracy	key_passes_p90	dribbles_p90	dribbles_success_ratio	scoring_contribution	tackles_p90	interceptions_p90	avg_team_position	avg_league_cov
5398	28940	0.14	1.83	0.38	0.08	0.02	1.27	2.40	0.76	0.14	1.26	0.37	0.35	0.42
5399	28943	0.20	1.97	0.40	0.10	0.04	1.18	0.79	0.50	0.20	0.49	0.19	0.35	0.42
5400	28944	0.00	1.60	0.38	0.00	0.03	1.40	2.40	0.25	0.00	2.51	0.38	0.30	0.38
5401	28946	0.00	2.00	0.29	0.00	0.04	0.57	0.86	0.33	0.00	1.35	0.68	0.65	0.41
5402	28962	0.00	1.94	0.60	0.00	0.03	0.77	3.10	0.44	0.00	2.15	0.21	0.35	0.42
5403	28965	0.00	0.56	0.00	0.00	0.02	0.56	3.06	0.59	0.00	1.37	0.75	0.22	0.38
5404	28971	0.00	2.15	0.25	0.00	0.05	0.54	4.83	0.22	0.00	0.55	0.55	0.22	0.38
5405	28977	0.00	1.19	0.50	0.00	0.04	0.60	5.97	0.60	0.00	1.24	0.31	0.30	0.38
5406	28979	0.00	0.00	0.00	0.00	0.08	0.87	0.00	0.00	0.00	2.63	0.00	0.15	0.38
5407	28980	0.33	1.30	0.75	0.25	0.06	0.33	0.98	1.00	0.33	1.36	0.21	0.00	0.42

Overview

Variables

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows